Atlassian Rovo alternatives at a glance
Comparison as of September 19, 2026
| Criteria | Atlassian Rovo (baseline) | Tricky Wombat | Glean | Guru | Microsoft 365 Copilot | GoSearch |
|---|---|---|---|---|---|---|
| Best for | Teams whose work already runs on Jira and Confluence Cloud | Teams with complex questions whose answers are spread across many sources | Companies that want one AI search layer across hundreds of apps | Support and revenue teams that need verified answers | Companies already on Microsoft 365 | Teams that want self-serve setup |
| Rollout scope | Site-wide. Turned on for every user on eligible Standard, Premium and Enterprise Cloud sites. Monthly credit allowance per user, pooled across the organization | Project by project, from a single team. Runs alongside existing search tools | Organization-wide. Minimum often 100 to 250 users (Vendr) | Per invited user. Users are billable 24 hours after invitation | Per user, no seat minimum. Requires a qualifying Microsoft 365 license | Per user, self-serve signup |
| Deployment time | Added automatically to eligible Cloud sites. Third-party connectors set up by an org admin. No connector timeline published | Real time, as documents are uploaded | 4 to 5 weeks to first value for mid-sized companies (Glean Community) | No timeline published. Solution engineers included | Up to 24 hours after licenses are assigned (Microsoft Learn) | "Days, not a 6-month implementation project," per GoSearch |
| Contract terms | Comes with the Atlassian Cloud plan, billed monthly or annually. No standalone plan and no free tier. Cloud trials: 14 days (Standard), 30 days (Premium) | Monthly or annual. Enterprise: annual, with a 14-day pilot | Annual standard, 2 to 3 year terms common (Vendr) | Monthly or annual, quoted through sales. Auto-renews unless notice is given 15 days before term end | Annual commitment. Requires a qualifying Microsoft 365 subscription | Free plan, no credit card required. Enterprise through sales |
| Support model | Atlassian plan support: business hours (Standard), 24/7 for high-impact issues with 1-hour response (Premium), 24/7 with 30-minute response for outages (Enterprise) | Email with 2-business-day response (Starter) up to 1-hour response and a shared Slack channel (Enterprise). Onboarding by the engineers who built the product | Support assistant for all users, tickets for designated contacts, email | Dedicated solution engineer team, help center and support portal | Microsoft 365 admin support. FastTrack deployment guidance at 150+ licenses | Help center and live chat during business hours |
| Integration depth | Native Jira, Confluence, Loom and Bitbucket. "20+ connectors," per Atlassian. Connector directory lists 56 apps, including Google Drive, SharePoint, Slack and Teams | Confluence, Google Drive, Dropbox, Asana and file shares. Reads 1,000+ file formats | 275+ connectors, including Confluence and Jira | 100+ integrations, including Confluence and SharePoint | 100+ prebuilt connectors, including Microsoft-built Confluence and Jira connectors | 100+ integrations, including Confluence and Jira |
| Vertical specialization | Horizontal, teams on Atlassian Cloud | Mid-market professional and knowledge services | Horizontal, large enterprise | Customer-facing teams. GxP support for life sciences | Horizontal, Microsoft 365 customers | Horizontal |
| AI capabilities | Search, Chat and Agents. Rovo Studio for building agents. Mix of models including GPT, Claude, Gemini, Mistral and Llama (Atlassian Engineering) | Seven-step context pipeline before any model answers. All models on every plan. No training on customer data | Agent builder, model choice through Model Hub, prebuilt agents | Knowledge Agents that return cited, permission-aware answers | Copilot in Office apps, Copilot Search, agents built in Copilot Studio | AI search and agents. Bring your own LLM on Enterprise |
| How answers are assembled | Teamwork Graph: 200 billion+ objects and connections across customer graphs (Atlassian, Aug 2026). Respects permissions in connected apps | Patent-pending clustering algorithm: groups related passages from every source, then selects the context before a model answers | Enterprise knowledge graph across connected apps (Futurum) | Knowledge Agents search Guru Cards and connected sources, and cite what they used | Microsoft Graph and semantic index, limited to what each user can access | Hybrid indexed, MCP and real-time search, with inline citations, per GoSearch |
Sources for every cell are listed at the end of this page.
Test it on the messy stuff
Every vendor demo runs on data the vendor chose. Your data has duplicate files, stale drafts and three versions of the same rate card. Accuracy on that data is the only number that predicts whether people keep using the tool after month two.
Rovo comes with your Atlassian Cloud plan, so you can put the same questions to it on your own site today. A Tricky Wombat pilot runs on your live data, with no fee for 14 days.
Run the same test on your two finalists:
- Collect 10 questions your staff asked in the last month. Include at least 3 that need facts from more than one source.
- Connect the same sources to both tools with the same permissions.
- Score every answer as correct and cited, correct but uncited, wrong, or no answer.
- Count confident wrong answers on their own line. A confident wrong answer costs more than no answer, because someone acts on it.
Tricky Wombat publishes the seven points where retrieval pipelines fail (opens in a new tab). Use the list as a scoring checklist for any vendor, including this one.
Why do companies look for an Atlassian Rovo alternative?
Most teams that look past Rovo already use it to find the Jira ticket, the Confluence page or the owner of a component. They look further when their questions do.
The first reason is breadth. If your knowledge spreads across dozens of SaaS apps beyond Atlassian, you want one layer that indexes all of them. That points toward Glean, which lists more than 275 connectors.
The second is platform. A company that lives in Outlook, Teams and SharePoint, and uses Jira only for engineering, often wants its AI assistant inside Microsoft 365. Copilot is built for that.
The third is the shape of the question. Frontline teams answering the same customer questions all day need curated answers that experts verify, which is Guru's model. A consulting team asking what it proposed to a similar client last year needs facts from a proposal, a delivery method and a contract clause at once. That is the job Tricky Wombat is built for.
Is Tricky Wombat right for you?
Tricky Wombat is built for firms where the answer to one client question often sits in three places: a proposal in Sales, a method in Delivery and a contract clause in Legal. At many of these firms, the method lives in Confluence, the proposal in Google Drive and the contract in a file share. Retrieving the closest-matching document is the easy part. Assembling the right context from all three is where answers go wrong. Tricky Wombat runs every question through a seven-step pipeline (query rewriting, GraphRAG, semantic analysis, clustering, reranking, statistical document selection and statistical chunking) before a model writes a word. The design follows one thesis: answer quality depends far more on the context a model receives than on which model you choose.
See how the seven-step pipeline works → (opens in a new tab)
Tricky Wombat connects to Confluence, Google Drive, Dropbox, Asana and file shares, and it reads more than 1,000 file formats, with OCR for scanned PDFs on every plan.
The rollout matches how professional firms work. You deploy Tricky Wombat one project at a time, next to Rovo and whatever else you use. A project is up and answering questions as soon as your documents are uploaded, and the engineers who built the pipeline run onboarding themselves, with no implementation partner in between.
Tricky Wombat is the wrong pick in two cases. If you want one assistant turned on for every employee in a single rollout, Rovo, Glean or Copilot is built for that. And the company runs a deliberately small, invite-only onboarding queue, so you may wait for a slot.
Choose it over Rovo if your hardest questions draw on Confluence plus sources outside Atlassian, you want to start with one project instead of the whole site, and you want a pilot on your own data before you sign an annual contract.
Which other Atlassian Rovo alternative fits your team?
Each of these four wins a different situation. Pick the card that sounds like your company.
Glean: best for companies that want one search layer across hundreds of apps
Glean wins on breadth. It lists more than 275 connectors, including Confluence and Jira, so Atlassian content sits in the same index as your CRM, file storage and chat. Its Model Hub lets you choose models, and its agent builder runs on the same enterprise knowledge graph.
Glean is sold as a company-wide platform. Buyers often commit to 100 to 250 users, and mid-sized companies typically see first value after four to five weeks. Plan the rollout with IT from the start.
Choose it over Rovo if your knowledge is spread across many SaaS apps and Atlassian is one of several systems of record. For a closer look, see Glean alternatives (opens in a new tab).
Guru: best for support and revenue teams that need verified answers
Guru wins where the same questions come up every day and a wrong answer reaches a customer. Subject-matter experts own each answer and verify it on a set schedule. Guru's Knowledge Agents search Guru Cards and connected sources, including Confluence, Google Drive and Slack, and cite what they used. Guru connects to more than 100 tools and supports GxP compliance for life sciences teams.
Guru's model centers on curated knowledge that people maintain. If most of your answers live in raw documents nobody curates, test that content during the evaluation.
Choose it over Rovo if your frontline teams answer repeat questions and you want named experts to own every answer. See Guru alternatives (opens in a new tab).
Microsoft 365 Copilot: best for companies already on Microsoft 365
Copilot wins on proximity. It runs inside Outlook, Teams, Word and Excel, and you license it user by user with no seat minimum. More than 100 prebuilt connectors extend it past Microsoft data, and Microsoft builds its own Confluence and Jira connectors, for both cloud and self-managed versions.
If your documents live in Google Drive, Box and a practice-management system, confirm a connector exists for each source before you compare it with a dedicated search product.
Choose it over Rovo if most of your company works in Microsoft 365 and Jira is one team's tool. See Microsoft Copilot alternatives (opens in a new tab).
GoSearch: best for teams that want self-serve setup
GoSearch lets a team sign up on a free plan, with no credit card, and connect its own apps before bringing in IT or procurement. It lists more than 100 integrations, including Confluence and Jira, and combines indexed search with real-time search of connected apps. Enterprise customers can bring their own model.
Choose it over Rovo if you want to test AI search on a handful of tools this week without changing your Atlassian plan. See GoSearch alternatives (opens in a new tab).
Can you run Tricky Wombat alongside Atlassian Rovo?
Yes. Tricky Wombat does not ask you to replace anything. Rovo stays on for everyone on your Atlassian site. You deploy Tricky Wombat one project at a time, connect only the sources that project uses, and give access only to the people on it.
The split works because the two jobs differ. Rovo answers the everyday Atlassian question well: which epic covers the billing fix, where is the release checklist, who owns this service. A client engagement asks harder ones. What did we propose to a similar client in 2024, which terms did Legal strike from that contract, and how did Delivery scope the last three projects like it? At a typical firm, those answers sit in a Google Drive proposal, a Confluence method page and a PDF in the Legal share. A project-scoped deployment tunes retrieval to one engagement's documents and vocabulary.
In practice, a firm starts with one practice group or one high-stakes engagement. Tricky Wombat is answering its questions as soon as that team's documents are uploaded. Existing access rights stay intact for every question, and every answer cites the material it came from. Your Atlassian setup does not change.
How quickly can you start getting answers?
Rovo is the fastest start if you already pay for Atlassian Cloud, because Atlassian adds it to eligible sites automatically. Answers from outside Atlassian arrive once an org admin connects each app, and Atlassian does not publish a sync timeline. With Tricky Wombat, you are asking questions as soon as your documents are uploaded. Copilot can take up to 24 hours to appear after licenses are assigned. GoSearch says results arrive in days. Glean's community reports four to five weeks to first value for mid-sized companies. Guru does not publish a timeline.
Connecting your files is the quick part. Getting answers your team trusts takes tuning. Before you sign, ask each vendor who does the tuning, how much of your team's time it takes and how you will measure success at the end of the pilot.
How should you choose an enterprise search vendor?
Start by mapping where the answers live. List the 10 questions your team asked most last month and note the system each answer came from. If eight of the ten point to Jira and Confluence, Rovo already covers most of your ground.
Next, weigh the hard questions. Simple lookups work in almost any tool on this page. Questions that need facts from three systems are where tools differ, so give them the most weight in your scoring.
Then match the rollout to the decision you can make. Rovo, Glean and Copilot suit a company-wide choice. Tricky Wombat suits one project with a clear owner and a deadline.
Finally, check permissions in the pilot. Ask a question as a user who should not see a restricted contract, and confirm the answer leaves it out.
Frequently asked questions
What is the best Atlassian Rovo alternative?
The best Rovo alternative depends on where your knowledge lives. Glean fits companies that want one search layer across hundreds of apps. Guru fits teams that need expert-verified answers. Microsoft 365 Copilot fits companies on Microsoft 365. GoSearch fits teams that want self-serve setup. Tricky Wombat fits teams with complex questions whose answers are spread across many sources.
Can you use Tricky Wombat and Atlassian Rovo at the same time?
Yes. Rovo stays on for everyone on your Atlassian Cloud site. Tricky Wombat deploys one project at a time, connects to Confluence plus the other sources that project uses, and gives access only to the people on it. Teams keep Rovo for Jira and Confluence lookups and use Tricky Wombat for complex questions whose answers span several systems.
Is Confluence search enough without Rovo?
Confluence search finds pages by keyword, filters and Confluence search syntax. Rovo adds natural-language questions and generated answers, and Atlassian turns it on automatically for Standard, Premium and Enterprise plans. Free plans do not include Rovo. If your team mostly looks up known pages, keyword search covers it. Questions that need several documents combined need an AI layer.
Is Rovo included in Atlassian Cloud plans?
Yes. Rovo is included with Standard, Premium and Enterprise Cloud plans of Jira, Confluence, Jira Service Management, Teamwork Collection and Service Collection. Atlassian adds it to eligible sites with no separate purchase. Each plan carries a monthly Rovo credit allowance per user, pooled across the organization. Atlassian offers no free tier of Rovo.
Does Atlassian Rovo search apps outside Atlassian?
Yes. Rovo connects to third-party apps through Teamwork Graph connectors. Atlassian's connector directory lists 56 apps, including Google Drive, SharePoint, Slack, Microsoft Teams, Box and GitHub. An organization admin sets up each connector, and each app connects once per site. Rovo respects the permissions set in each connected app.
Is Microsoft 365 Copilot an alternative to Rovo?
Copilot fits companies whose knowledge lives mostly in Microsoft 365. It runs inside Outlook, Teams, Word and Excel, and Microsoft builds its own connectors for Confluence Cloud, Confluence On-premises, Jira Cloud and Jira Data Center. Companies with large document sets in Google Drive or industry systems should confirm connector coverage for each source first.
Is Glean an alternative to Atlassian Rovo?
Yes, for companies that want one search layer across many apps. Glean lists more than 275 connectors, including Confluence and Jira, and is sold as a company-wide platform, often with 100 to 250 users minimum. Rovo comes with Atlassian Cloud plans. Compare them on how much of your knowledge sits outside Atlassian.
Is Rovo Dev the same as Rovo?
No. Rovo Dev is Atlassian's AI coding agent for software teams. It handles planning, code generation and code review, and Atlassian packages it separately from Rovo, with its own developer credits. Rovo covers search, chat and agents across Atlassian and connected apps. The alternatives on this page compare with Rovo, not Rovo Dev.
How was this comparison researched?
Every competitor fact on this page comes from a public source listed below: vendor websites, documentation and help centers, Atlassian's shareholder letter, Microsoft Learn, Vendr, Futurum and the Glean Community. All facts were verified on September 19, 2026 and are re-checked every quarter. Send corrections to info@trickywombat.ai.
Bring your messy stuff
Pick one project. Bring 10 real questions and your worst folders, and connect the sources that project uses, Confluence included. Tricky Wombat runs the pilot on your live data, next to Rovo and the tools you already have, and scores the answers with you. You can end the pilot at any point during the 14 days with no fee and no contract.
Book a 20-minute fit call (opens in a new tab) | See how enterprise search works (opens in a new tab)
Product names are trademarks of their respective owners and are used here for identification only. No vendor on this page endorses Tricky Wombat. Competitor information comes from the public sources below, verified September 19, 2026. Features and terms change, so confirm current details with each vendor.
Sources
- Rovo packaging, plans and credit allowances: Atlassian, Rovo pricing (opens in a new tab). Rollout to Premium and Enterprise (April to July 2025) and Standard (later in 2025), no free tier: Atlassian Support, Rovo billing (opens in a new tab)
- Rovo adoption and Teamwork Graph size: Atlassian Q4 FY26 shareholder letter, Aug 6, 2026 (opens in a new tab). Teamwork Graph connectors GA: Atlassian, May 6, 2026 (opens in a new tab)
- Rovo features and "20+ connectors": atlassian.com/software/rovo (opens in a new tab). Connector directory (56 apps listed, counted September 19, 2026): Rovo connectors (opens in a new tab)
- Rovo connector setup, admin role, one connection per app per site, permissions: Atlassian Support (opens in a new tab). Rovo admin guide (opens in a new tab)
- Rovo in Confluence search and automatic activation: Atlassian Support (opens in a new tab). Activate Rovo AI features (opens in a new tab)
- Rovo models: Atlassian Engineering, Jan 30, 2025 (opens in a new tab)
- Atlassian Cloud billing and trials: Atlassian Support (opens in a new tab). Purchasing and licensing FAQ (opens in a new tab). Support by plan: Atlassian support offerings (opens in a new tab)
- Glean seat minimums and contract terms: Vendr (opens in a new tab)
- Glean connectors: glean.com/connectors (opens in a new tab). Model Hub and department usage: Glean press release, May 28, 2026 (opens in a new tab). Knowledge graph: Futurum, Apr 3, 2026 (opens in a new tab)
- Glean deployment time: Glean Community, Apr 24, 2026 (opens in a new tab). Support: Glean support center (opens in a new tab)
- Guru integrations, solution engineers and GxP: getguru.com/pricing (opens in a new tab). Billing: Subscription and billing (opens in a new tab). Renewal notice: Terms of service (opens in a new tab). Verification (opens in a new tab). Knowledge Agents (opens in a new tab)
- Microsoft 365 Copilot licensing and prerequisites: Enterprise (opens in a new tab). Seat minimum removal: Microsoft, Jan 15, 2024 (opens in a new tab)
- Copilot connectors: Microsoft Learn, connectors gallery (opens in a new tab). Microsoft-built connectors (opens in a new tab)
- Copilot setup, support and grounding: Copilot setup (opens in a new tab). FastTrack eligibility (opens in a new tab). Semantic index (opens in a new tab)
- GoSearch plans and integrations: gosearch.ai/pricing (opens in a new tab). Setup time, search approach and citations: Enterprise search (opens in a new tab). Confluence and Jira: Confluence integration (opens in a new tab). Jira integration (opens in a new tab). Support: Technical (opens in a new tab)
- Tricky Wombat deployment, support and plans: /price (opens in a new tab), /enterprise-search (opens in a new tab)